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Updated: May 9, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Detection of memory impairment in a community-based system: a collaborative study.
Kahraman Kiral1, Aynur Ozge, Mehmet Ali Sungur
1Department of Psychology, Ca University, Mersin, Turkey. kahramankiral@yahoo.com
Community programs can help detect early cognitive impairment in older adults. This early detection is key for diagnosing dementia precursors and improving patient outcomes.
Area of Science:
- Neurology
- Gerontology
- Public Health
Background:
- Distinguishing healthy aging from cognitive impairment is vital for early dementia detection.
- Hospital admissions often occur late, missing opportunities for early intervention.
- Community-based organizations can bridge the gap in identifying early cognitive decline.
Purpose of the Study:
- To investigate the role of community-based organizations in the early diagnosis of dementia.
- To develop and evaluate a cooperation model between a university hospital and an Alzheimer's Association branch.
Main Methods:
- A collaborative model was established between Mersin University Hospital's Neurology Department and the Alzheimer's Association.
- Trained professionals administered a neuropsychological battery to 50 community participants.
- Individuals scoring below average (≤1 SD) were referred for hospital-based assessment.
Main Results:
- Out of 50 participants, 11 were diagnosed with mild cognitive impairment, and 39 were classified as healthy.
- The Standardized Mini-Mental State Examination and Three Words-Three Shapes Test proved effective in a community setting.
- The study demonstrated the feasibility of community-based screening for cognitive impairment.
Conclusions:
- Community-based screening programs, in collaboration with healthcare institutions, can facilitate early detection of cognitive impairment.
- Neuropsychological tools can be effectively utilized in non-clinical settings for dementia precursor identification.
- This model highlights the potential for community partnerships to improve dementia diagnosis and care pathways.
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